{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "gpuClass": "standard"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "**原始论文：** Trending Fast and Slow \n",
        "\n",
        "**论文解读：** [[量化]基于决策树模型的自适应时序动量策略](https://mp.weixin.qq.com/s?__biz=MzkxOTQzNDEzOA==&mid=2247484363&idx=1&sn=d814c8ec62bf217cec3dea657aec3bf4&chksm=c1a3653ef6d4ec283c2e987550761e651055c656cb48c33b7b639965a61efb3879ef3eaeb833&token=1991236374&lang=zh_CN#rd)\n",
        "\n",
        "**论文简介:**  本文基于决策树开发了一种基于市场波动性的机器学习技术来结合长、短时间序列动量信号的方法,通过训练决策树模型来根据当前市场波动自适应的进行长，短时序动量策略的切换，相对原始的基准策略，可以大幅提高年化回报，并降低回撤。\n",
        "\n",
        "**代码作者：** Spectator\n",
        "\n",
        "**结构说明：**\n",
        "\n",
        "\n",
        "1.   第一部分: 安装并导入依赖包;\n",
        "2.   第二部分：加载数据;\n",
        "3.   第三部分： 计算长短周期动量信号，作为策略信号进行回测;\n",
        "4.   第四部分：训练决策树模型自适应的切换长短动量策略。\n",
        "\n",
        "\n",
        "\n",
        "**结果说明：**\n",
        "\n",
        "1. 论文中的月度波动率和训练算法都是复现的，可能和原文的设置并不完全一致，但是结果和原文结果是一致的。\n",
        "\n",
        "2. 夏普，回撤等指标的计算并没有按照日频进行计算，所以和原文的结果存在较大出入，但是趋势是一致的。"
      ],
      "metadata": {
        "id": "OErh9l-lkPRZ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 第一部分: 安装并导入依赖包"
      ],
      "metadata": {
        "id": "1KPb_s6E59Ns"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**1. 安装依赖包**"
      ],
      "metadata": {
        "id": "-yXZlINkgVEV"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "pip install yfinance && pip install pandas && pip install pandas && pip install quantstats && pip install scikit-learn"
      ],
      "metadata": {
        "id": "hUgYMVBCSk2X"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**2.导入依赖包**"
      ],
      "metadata": {
        "id": "zTIy6L9_gdOK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import warnings\n",
        "warnings.filterwarnings('ignore')\n",
        "import math\n",
        "import yfinance\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import quantstats as qs\n",
        "qs.extend_pandas()\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "\n",
        "from sklearn import tree"
      ],
      "metadata": {
        "id": "1rP9gNzrSl_-"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 第二部分：加载数据"
      ],
      "metadata": {
        "id": "jhIMjg_k6aMT"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**3.获得SP500历史数据**"
      ],
      "metadata": {
        "id": "sV3MvVahgiOK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# 尝试使用yfinance API进行下载(需翻墙)\n",
        "try:\n",
        "    SP500_DATA=yfinance.download(tickers = \"^GSPC\", start=\"1900-01-07\", interval=\"1d\")\n",
        "    SP500_DATA.to_csv(\"./SP500.csv\")\n",
        "# 使用提供的离线数据进行下载(无需翻墙)\n",
        "except:\n",
        "    SP500_DATA = pd.read_csv(\"./SP500.csv\")\n",
        "assert (SP500_DATA[\"Close\"] == SP500_DATA[\"Adj Close\"]).all()\n",
        "SP500_DATA"
      ],
      "metadata": {
        "id": "V4MMG6abS4BF"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**4. 计算日回报和月度波动率**"
      ],
      "metadata": {
        "id": "uT7fMfQ3Ut9z"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data = SP500_DATA\n",
        "data[\"day_return\"] = data.Close.rolling(2).apply(lambda x:(x[-1]-x[0])/x[0])\n",
        "data[\"month_volatility\"] = data.day_return.rolling(window=21).std()*math.sqrt(math.sqrt(252))\n",
        "fig = data[\"month_volatility\"].plot(title=\"Rolling Volatility\", figsize=(20,5))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 345
        },
        "id": "zRsHxhPqT5BH",
        "outputId": "1644d8ea-c820-4823-b6cc-9c420ffedf8a"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**5.查看历史收盘价曲线**"
      ],
      "metadata": {
        "id": "507-2Ey8hAsy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig = data.loc[data.groupby(data.index.to_period('M')).apply(lambda x: x.index.max())].Close.plot(title=\"Close\", figsize=(20,5))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 345
        },
        "id": "tpdaHl0Lg-IX",
        "outputId": "d257134b-7753-4d30-8bdd-284b6145de34"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x360 with 1 Axes>"
            ],
            "image/png": 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GSSUF2XR0xqlrbGPimFGAeyRJkiRJkiQNS5VVTYwtySESiZzUvK7NtksLswGIx2He1GIO1jYzZ8rIeKu8QZIkSZIkSRpRKg82MeYkl7UB5GYn9kgqLcjuPjZh9Ch+/Nk391ttQ51L2yRJkiRJ0ojR2Rlje2U9U8cVnPTcvOx0omkRivIPBUn5uRn9Wd6QZ0eSJEmSJEkaEXYfaOBXj79GR2eMaRNOPkh620XTmTethMyMaPexUTkj421tXQySJEmSJEnSiPDj366mYm0lANMnFJ70/DHFuYwpzmXd1qruY6NGWEeSS9skSZIkSdKIM3H0qFOe27XpNoy8jiSDJEmSJEmSNCIcqGkG4Ko3Ticj/dQjkcOCpBHWkeTSNkmSJEmSNOzFYnF2H2jk6ktmctPVC/t0rZzsRJwSTYuQnRk9wdnDix1JkiRJkiRp2Kuqa6GtvZMJo/P6fK2ujqT83EwikUifr3c6MUiSJEmSJEnD3u4DDQCML+17kJQeTSMjPY28nJG1rA0MkiRJkiRJ0giwr6oJgHH9ECRBoitppO2PBAZJkiRJkiRpBGhs6QAgv5/Cn5ysdPJzR9Yb28DNtiVJkiRJ0gjQlAySer5xrS8uWTKRsSX90910OjFIkiRJkiRJw15TSztZmVGi0f5ZnPWBt83vl+ucblzaJkmSJEmShr3m1g5y+6kbaSQzSJIkSZIkScNSPB7nV3/cwM599TS1dJCbbZDUV/4JSpIkSZKkYam+qZ3/fngtDy3bwrTxBeRkj7y3rPU3O5IkSZIkSdKwVNvQCsDB2pZER5JL2/rMIEmSJEmSJA1LXUESJPZIysuxI6mvDJIkSZIkSdKwVNvQ1v25saWdHDuS+swgSZIkSZIkDUu1jYc6kvZXN7vZdj8wSJIkSZIkScNSbX3rYd9z3Wy7zwySJEmSJEnSsFTb2HbYdzfb7juDJEmSJEmSNCzVNLQyviyv+7tL2/rOIEmSJEmSJA1LtQ2tlBRkk5+bWNLm0ra+M0iSJEmSJEnDUm1DGwV5mUwYPQqA7Mxoiis6/RkkSZIkSZKkYam2oZXCUVnMmlQEQFtHLMUVnf5cHChJkiRJkk5rsVj8dcfaOzqpa2yjtDCbqy+ZSVF+FhcsHJ+C6oYXO5IkSZIkSdJp62BtM+/53EN85kcVHKxt7j5+oKYFgLLCHHKy0nnvm+eSkW4M0lf+CUqSJEmSpNPWKxsP0NrWyZ6DzWzZXdd9/EBNIlQaXZSTqtKGJYMkSZIkSZJ02lq3tar7c2Nze/fn/ckgqazYIKk/GSRJkiRJkqTT1rpt1Uwdlw9AQ48gqasjqbQwOyV1DVcGSZIkSZIk6bTU0trB1j11nD1vLPD6jqT83EyyM33PWH8ySJIkSZIkSaelbXvriMXinDGthIz0tNd1JLk/Uv8zSJIkSZIkSaelrXvqAZg2voC87PTDOpIqqxopM0jqdwZJkiRJkiTptLRtbx3ZmVHGluSSmx2lobkNgF37G9hR2cDCmaUprnD46dVCwSAI/g14D1AIVAN3hGH49eTYQuAnwCJgM/CRMAyf7jH3Y8CtQAHwMPChMAzrkmNFwB3AW4E64OthGP6wf25NkiRJkiQNZ9v21DFlXD5paRFyszO6O5KeXL6TSAQuWTIxxRUOP73tSPoxMC8MwwLgDcD7gyB4TxAEGcDvgPuAYuCbwP1BEBQDBEHwZuBLwNuBiUAG8L0e1/0+iTBrQvKcLwdBcHmf70qSJEmSJA1rsVicLbtrmTquAIC8rGj3HkkV6yqZP72U0kKXtvW3XnUkhWG47ohDMWAWcBmQA9wehmEMuCcIgluAdwN3AtcDPwvDcCVAEASfA1YEQfARIAJcCywJw7AeWBkEwU+BG4En+nhfkiRJkiRpGFu3rYr6pnYWzx4NQG5OOpU1jcTjcfbsb+CycyanuMLhqdfvwAuC4DPA54E8YCvwc+CvgFXJEKnLSmBh8vNCEsvZAAjDcG0QBACzSXRDRcIwXHPE3CtP5gZqamqIxWInPlEawpqbm6mqqkp1GdKw4nMl9S+fKal/+UxJp66mvo2G5naefqWS9GiEWeMzqaqqIjMK9Y1t7Ni1j8aWDgpyIj5npyAtLY2ioqJjjvc6SArD8F+DIPi/wFnANST2ShoF1B5xag3QtZvV0cZrgXwSHUl1R5mb39uagOPenHS6qKqqoqSkJNVlSMOKz5XUv3ympP7lMyWdmng8ztfvXsqeA41kZ6WzePZoJo4fA0DhqGyaWzto6swAYNaU0T5nA+Ck3toWhmE8DMMVQDPwZaCBxCbaPRUC9cnPRxsvSI6faK4kSZIkSRIHa5v5j/99iade2smG7TXUN7Wzv7qZN5UfWr6Wl5NOLA5bdiX6WcaV5qaq3GHtpIKkHtKBmcBq4MwgCHpe56zkcZI/F3cNBEEwj0Qn0mvABiAeBMEZx5grSZIkSZJGkJbWDqrrWl53/Mf3r+aPL+7gP3/zCoWjMsnPzSAvJ4MLFo7vPic7M7HoalMySBpbmjc4RY8wJ1zalnwz2/XAr0gsRTsX+CiJN7Q9CbQAnwqC4LskNtmeQ+ItbgB3kdiA+x5gC/A14N4wDJuS1/418NUgCG4AppPYaPu6/rk1SZIkSZJ0uth7sJEPfeNxCvIyuecrbz1srKo2ES41tXQwe3IR11w6E4DMjGj3OTlZic9b99RRUpBNVo8x9Z/edCTFgb8GNpMIku4Gvgt8LwzDduCdyfEaEptxXxOGYRVAGIaPAV8FHgH2kHjb2809rv3R5PX3JM+5LQxD39gmSZIkSdII80TFDgDqGttoae04bKy2obX7c3F+NpcsmcQlSyYddk5XkLSvqomCvMwBrnbkOmFHUhiGHcBbjjO+Cjj/OOPfA753jLEa4NoTlylJkiRJkoaz9duruz9X1bcwIWsUALFYnIM9lrsV5WcddX5OViLiqGloZZzL2gbMqe6RJEmSJEmS1C/i8TgbttcwujgHOLSUDaCyqonWts7u78XHCJKyM6PJa0FeTsYAVjuyGSRJkiRJkqRB89unNvJP/9/Sw47tOdhIfVMbFyY3z67q0YG08rX9wKGla8fuSDq0J1Ju9gkXYOkUGSRJkiRJkqRBs2rjQdZvr6axub372IZtiWVtF5z5+iDpiYodTB6bz1lzxgCJPZKOJiezZ5BkR9JAMUiSJEmSJEmDZs/BRgB27KvvPrZ+ezVZmVHmTyshMyPKgZoW4vE4B2ubWbu1isvPmURpQSJAOlZHUnbWoS6kPDuSBoxBkiRJkiRJGhSxWJzKZJC0s7Kh+/iG7dXMnlxENJpGaWE29y/dxJfueJZ1yU6lxbNHU1KYCJKOtUdSNC1CVrIryY6kgWNEJ0mSJEmSBkV1fQttHTEAdiY7kto7Otm8q46rL5kBJMImgBUb9jNtQiHp0TSmTyggIz2NLbvrGFOSe8zr52al09rW6R5JA8iOJEmSJEmSNCh2H2js/ry9sp54PM5/P7yWjs4Yc6eWAFBd39p9zvptVcycVEhGepTpEwr59N+Vkx49dpSRk1zeZkfSwDFIkiRJkiRJg2JvMkhaMKOUdVur2bizht8+tYk3lU/mvPljAfji359PRnoaaRHYuqeOmRMLe339rk4k90gaOAZJkiRJkiRpUKzfXk00LcLl50ymvqmNex5ZRzQtwk1XLySa7DRaPHs0H3z7fGJxaGrpoKwop9fX7+pEsiNp4BgkSZIkSZKkAbduWxV/eH4bV14wlbPmjAZg+bp9LJk7hvzczMPOLcg79L04P7vXv+PQ0jY7kgaKf7KSJEmSJGnAPb1yFxnRNG64agE5WemcMa2E5tYO3v+Wua87t2ew1PW2tt7oXtqWY0fSQDFIkiRJkiRJA+6V1w5wxvSS7q6hb9188THP7dmRVFJwMkFSIkDq+h3qfy5tkyRJkiRJA6qmvpWte+pYPHt0r84/fGlbVq9/T1dHknskDRwjOkmSJEmSNKAq1u4FOOkgKT0aOSxUOpHLz5lMUX4WGen2zQwUgyRJkiRJkjSg/lSxkwllecyeXNSr83Oy0kmPRijKzyYSifT690wem8/ksfmnWqZ6wYhOkiRJkiQNmMqqJlZtOsCbyif3OhSKRCLk52ZSUtD7ZW0aHHYkSZIkSZKkAfPk8h0AXHbO5JOaN6Ykl/GleQNRkvrAIEmSJEmSJA2IP1Xs4JFnt3LmzDLGluSe1NzP3XAeGVEXUg01BkmSJEmSJKnf7TnQyH/870vkZKXzzktmnPT84vzsAahKfWWQJEmSJEmS+t3vn91KJBLhh59+E6WFOakuR/3EHjFJkiRJktSvfv77tdz35EYuWjTBEGmYsSNJkiRJkiT1myeX7+DexzfwpvLJ/MO7F6W6HPUzgyRJkiRJktRnVXUtPLxsC79duokFM0q5+T1nke5m2cOOf0clSZIkSVKfPfrsVu59fAMlBdl8+u/KDZGGKTuSJEmSJElSn23YUcPksfn84J8vJxKJpLocDRDjQUmSJEmS1CfxeJyNO2qYPbnIEGmYM0iSJEmSJEl9sr+mmZqGVuZMLkp1KRpgBkmSJEmSJKlPnly+E4CFs8pSXIkGmkGSJEmSJEk6ZS2tHfz2qU2UnzGWqeMKUl2OBphBkiRJkiRJOmWPPLeV+qY2rrtiTqpL0SAwSJIkSZIkSaekozPGfU9uZNGsMuZNK0l1ORoE6akuQJIkSZIknT4q1lby3Oo9jC3JZVxpHlV1rXzomjNTXZYGiUGSJEmSJEnqtf95dB2bdtUSi8W7jy2aNTqFFWkwubRNkiRJkiT1SlNLO5t21XLtX8zmlvec1X28IC8zhVVpMBkkSZIkSZI0wmzeVcuOynraOzp58JnN1NS3snxdJfF4/LjzXnh1L7FYnIUzSrnsnEnk52bwvivnDlLVGgpc2iZJkiRJ0gjz8e88CcBFiyew7OXdhPetAuBbH7uYqePzWb+tmklj8hldnNM959HntvH9X60kPZrG3KklZKRH+fmX30paWiQVt6AUMUiSJEmSJGkE2LK7loeWbeHycyZ3H1v28u7Dztl9oIFHn9/KH1/cwbjSXH746b8gPRrhz6v2cOcDq1kwo5Trr5pPTlYiTjBEGnlOGCQFQZAF/BC4AigBNgNfCMPwgeT4QuAnwKLk2EfCMHy6x/yPAbcCBcDDwIfCMKxLjhUBdwBvBeqAr4dh+MN+uztJkiRJkgTAvY9vYNnLu3n0uW0AlBRk8a7LZrNk7mg+8/1naGhuZ/eBRnbvbwRg78Em/vD8NuZPL+Ff/+tFyopy+MR7lzCuNC+Vt6EU680eSenADuBSoBD4DPA/QRDMCYIgA/gdcB9QDHwTuD8IgmKAIAjeDHwJeDswEcgAvtfj2t9PXn9C8pwvB0FweT/clyRJkiRJSmpqaefFV/cya1Jh97HP33g+11w6k6njCvjF197GhLI8du1vYH91E28qn8y08QX8+ZXdbNtbD8BtN11giKQTdySFYdgI3Nbj0O+DINgAnAtMBXKA28MwjAH3BEFwC/Bu4E7geuBnYRiuBAiC4HPAiiAIPgJEgGuBJWEY1gMrgyD4KXAj8ET/3J4kSZIkSSNXe0eMOx9YTUZ6Gm0dMT58zSI+/f3EIqJJY/IPO3fC6FHsqKynqq6F0cU5RNMivLBmL7v2NRCJwPgyQySdwh5JQRCMBs4AXgUuB1YlQ6QuK4GFyc8LSSxnAyAMw7VBEADMJtENFQnDcM0Rc688mXpqamqIxWInPlEawpqbm6mqqkp1GdKw4nMl9S+fKal/+UxpsKzdWsNDy7YAMGVsHmMK4sycmM+mXfU0N9bR3Hjo3JL8KBVrE91HeZlxooXp1Da08fKGvZQVZtNQX5uKW+g1n6v+kZaWRlFR0THHTypICoIgHfg5cG8YhiuDIHgHcOQ/STVAafLzqKOM1wL5JDqS6o4yN5+TcLybk04XVVVVlJSUpLoMaVjxuZL6l8+U1L98pjQYHnpmM08s39n9/V2XzaG0tJRv3XwpbR0xRuVkHHb+7Cl1/OGFxObb0yaWkRaJAJtZu62Ws+eNGfL/zPpcDY5eB0lBEKQBdye/fjj5s4HEJto9FQL1xxkvSI6nnWCuJEmSJEk6BVt21/Kj+1YBUDQqi2/8n7lGEk8AACAASURBVIuYNGYUAJkZUTIzoq+bc+78sd2fRxfnMCons/v7pNGjBrhinS56s9k2QRBESOx5NAF4VxiGbcmh1cCZyZCpy1nJ413ji3tcZx6JTqTXgA1APAiCM44xV5IkSZIknYL/fWw9OVmJ3pHLyyczeWw+kUjkuHNKC3O6P5cV5VCUn8WbyicDMG+qnT5K6G1H0n+S2BfpzWEYNvU4/iTQAnwqCILvkthkew6Jt7gB3EViA+57gC3A10gsi2sCCILg18BXgyC4AZhOYqPt6/pyQ5IkSZIkjWRbdtfy51f28N43z+WqN04nNzvjxJOSbr/lYl5at4/szERc8Mn3nc1H/moRWUfpYNLIdMKOpCAIpgIBiW6hPUEQNCT/+mwYhu3AO4G/JrG/0eeBa8IwrAIIw/Ax4KvAI8AeIAbc3OPyHwXiybFHgNvCMPSNbZIkSZIknYJXNx/kX//rRXKz07n6khkUjsoiI71Xi5GAROfR+98y77Bj2ZnpJ+xm0sgRicfjqa7hVE0j0eUknfbcFE7qfz5XUv/ymZL6l8+U+lMsFmfZy7uJpMH//e8KxpTk8onrlnDmrLJUlzaofK763XRg65EHT+qtbZIkSZIkaWj586rdfOvnFWRlRsnPzeQH/3Q52Vn+574GRu/72yRJkiRJ0pASj8f59Z9eA6C1rZMzppUYImlAGSRJkiRJknSaWr+9mk07axlTnHjj2hnTXdqlgWWQJEmSJEnSaepPFTvIzIhyy3VLiKZFWDJndKpL0jBnv5skSZIkSaehzlicZ1bu4sKF41k8ezT/+/W3kZ3pf+ZrYNmRJEmSJEnSaWjLrlrqm9o5d/5YAEMkDQqDJEmSJEmSTkMvv7YfgEWzylJciUYS40pJkiRJkk4jjz2/jdd21FBZ1cTksfkUF2SnuiSNIAZJkiRJkiSdRh58Zgubd9eSlhbhnRfPSHU5GmEMkiRJkiRJOg3EYnE27Khm8+7a7u9Xnj81xVVppDFIkiRJkiTpNHDXQ2u478mNAIwtyWXi6FFMHpuf4qo00hgkSZIkSZI0xG3fW8cDSzd1f//Bp99ENC2Swoo0UhkkSZIkSZI0hLV3dPLte5aTl5PB1z9yEZ2dMbIyoqkuSyNUWqoLkCRJkiTpVL2wZi/VdS2pLmNAPb1yF1t21/Gxa89i2vgCZk4qSnVJGsEMkiRJkiRJp4W9Bxv55eMb6IzFAbh/6Sa+eufz/ODXL6e4soH151f2UFaYzfkLxqW6FMkgSZIkSZJSpbMz1h2KALy0fh8f/ubjNLW0p7Cqoes/f/MKd/9+Lfc/tYnG5nbuenANAOu3VROPx08w+/S0e38DK9bv44Izx5PmnkgaAgySJEmSJClFbvzaY3ztp893f3921R72HGhk7daqFFY1NNU1trFq4wEAfvGHdTz50k46OmNcef5Uahpa2ba3PsUV9r94PM5tP3mO7Kx0rnrjjFSXIwEGSZIkSZI0qF7dfJBf/mkL7R0xqupaqFhbSVNLO7FYnHXJAGnd1uoUVzn0PPPyLto7Ytz8nrNoaevkR795hbLCbN535VzSoxG+edcLVA2zvZJ2VNaz50AjH3jbGUwcPSrV5UiAQZIkSZIkDarfPb2Zh57dyapNB7qP/eT+1Vx764Ns3VMH0B0oKbEvUktbB8+t2sOEsjzefN4UJpTlAXDDOxZQVpTDF268gN0HGnnm5V0prrbv6hrb2LA9ESSu3LAfgCVzxqSyJOkw6akuQJIkSZJGing8zqubDwLwyLNbAcjMiPLYC9u7z5k8Np+Vr+3nu/eu4JbrlqSgyqFj2Su7uf3uCuZOLWb9tmquuXQmkUiErwZvoKahlTlTigE4e94YSguz2bCtBi5OcdF99K27X2TVxgN86m/O4cmXdjKhLI8xJbmpLkvqZkeSJEmSJA2SXfsbqGloBRL7IQF88/9cRFlhNh+6eiHXv30+37r5Yi48czxPLN9BZ2csleWm1NMrdvGtuyvIzU5nzZYqOmNxLlkyCYAxJbndIVKXOVOKWb/9UCfXivX72LijZlBrPlnf+Z/lfPvny6mpT/wzsWL9Pl5+7QBpaWnc/vPlbNldy7svn5XiKqXD2ZEkSZIkSQOkpr6VnOx0sjKiQKLDBmD6+FFs2dMAJAKQn37hSiKRQ2/kumDhuMTG2wcbmTQmf/ALT7G1W6r4zi+Wc8a0Em794Ln86o+vceGZ45kxsfCYc+ZNLebZVXuobWjlqRU7+fFvVzOmOIc7P3/lIFbee1t21/LE8p0A5OdlcN0Vc/nuL1cyoSyPz15/Hpt21bJoVhllRTkprlQ6nB1JkiRJkjQAOmNxPv6dJ/nBr1YCieDgF4+u57z54/jwO+cedm7PEAkSy9sAtu2t57YfP8ufKnYMTtFDQDwe50e/eYWSwhw+d8N5FI7K4qarF7JgRulx581Pji9fV8mDT28BoKahjXg8PuA1H+nhP2/hJ/evpr3j2B1lf6rYQXo0wrTxBbywppJ//t5S6hpa+dTfnMPU8QW8qXyyIZKGJDuSJEmSJKmfbdldy4r1+6iqa2Hpil1cf9UClr2ym3g8zsffu4SO1ga+cOP5ZGdFjzq/qwvpN0+8xobtNazZUsWbyicP5i2kzPJ1+9i8u5aPX7eE/NzMXs+bO6WY8WV53PXgGqrrW5k8Np8dlfVU1bVQWjg4gUw8Hmf3gcbuEGlfdRO3fvDc1wWFHZ0xnly+k3Pnj2PSmFH86o+vAYlljkcu2ZOGGjuSJEmSJKkfxeNxbvm3J/nZg2u6v//jfzzFg09vZtqEQgryEuHIeQvGsWjW6KNeIycrnZKCLDZsT+zxM3YYb7a8cWdNd+dOZyzO3Q+vZUxxDpeePemkrhOJRLjy/KlUJ/cbevdlib2FdlY29G/Bx/Hwsi38w7/+kfaOGFddNJ1nV+3h/qWbXnfe8rWV1DS0csV5U5g3taT7+MKZZYNWq3Sq7EiSJEmSpH60OvlWNoD0aIQv3XQB375nOY0tHZwxreQ4Mw/3hkUTqFhbSSwO+6qbiMfjr+tsOZ11dMa484HVPPjMFt5x8Qw+fM2ZPPrcVjbvruWf//YcMtJPvu/hXZfNomhUJk2tHZw9bwwAO/bVs3jO0QO7/tQZi3PfU5vIzozyj+8/mwsWjmd/TTN3P7yW8xaMY0LZqO5z/1ixg6L8LM6ZO4aG5nYA/spNtXWaMEiSJEmSpH6waWcNd/x2FVkZUfJyMrj+7fOZNr6AedNKeNsbpvOLP6xn+oSCXl8veNcignfB/Us38ZP7V1PX2EbhqKwBvIPB87unN/OLP6ynvqmNcaW5/O7pzUSAR57bxpI5o7n4rImndN1oWoQrzpsKJDrB8nIyePS5bdz7+AY+/bflnDlr4Dp+nqjYTmVVE5/+u3IuPHMCAB/5q0V86BuP8/Cyrdx09UIAahtaeeHVvbzzkplEo2kUjsriv297C4V5w+PvrYY/gyRJkiRJ6gcPPrOFNVsSr59/58Uz+MsLp3WPveeKOae0XAtgfFkeADsq67l/6Sb2Vzdz83vOIjPj6PsrDWV1jW089vw2fv7IWsaV5vHRaxcze1IRH739Tzzw9GbOmFbCJ953dr90XkUiEf7mLfO447erAKhYWzlgQVJdYxs/vn81C2aUctGiCd3HSwtzWDCjlJfW76OhuZ1f/GEdVbUtdMbi/MW5h/a8Ks7PHpC6pIFgkCRJkiRJfdTa3smyV3Z3f+8ZIgGkR9O6O2VO1vjSRJB09+/XdgdVk8aO4ror5h5v2pDQGYsT3vcK08cX0BmLs357NU8u30lZUQ7/+tE3dndY/fwrb6WzM0Zudka//v53XDyDixZP4LM/XMaOffX9eu2eVm7YR1NLB9dfNZ+0tMNDsHPmjeHOB17loWWbeWDpZgCuuXQmU8f1vjtNGkoMkiRJkiSpj1au30dzawcfvuZMcrKiTB6b32/XnlCWR05WlDVbqijIy2TBjFLueWQdESK854o5/fZ7+qKppZ17Hl3HX14wjY7OGNMnFALw4pq9/P7PWw8796LFE/jU+w/fAykrIwoD1GFVUpDNzEmFrNtWPSDXB1i16SC52enMnlT0urGz547hTl7l4WVbiUTgv7/0lxTlu4xNpy/f2iZJkiRJffTi2kpys9P5ywunnXLn0bFEo2ndb/aaO7WYT77vbM6ZN5Zf/nFD99vOUu2hZVt4YOlmbv72E9zyb0+y7OXdPLRsC1//2QuUFGTzpZsuIHjXmZQVZvO+K+ee0kbafTF1XAH7qppobu045WtU17fw+AvbiMXihx1/dfNBHnl2K/OnlxKNvv6+Jo/NJz83k6q6FiaOHmWIpNOeHUmSJEmS1AfxeJwX1+xlydwxAxaQzJ9RyooN+5k7pZicrHTefN4UKtZWsnFHDWdM7/2b4AZCS1sH9y/dRElBFlV1rZQUZPHv//sS7e2dTBozivdfOY/yM8YC8PaLpqfkzXNTxiU6xHZU1jNnSvFJz29obucDtz0KwPiyUSyYUQrA7gMNfOYHzwCwZO7R3wwXiUSYM6WI5ev29WunmpQqdiRJkiRJ0kmIx+PE44e6UjbtqqWqrpXz5o8dsN+5JPn6+kWzEj+7goxVmw4AsHxdJbf/vIKNO2t4Yc1eHli6qd9+d0NTG/c+vp791c0A1NS38tqOQ8vE/vDcNmob2viXD5zLXV+8ku984lJys9LJy8ngWzdfzMVLDr2BLRUhEsDE0aMA2L2/4ZTmL3t5V/fnrXvquj8/9MwWomkRvha8gbe9Yfox589NhleTxow6pd8vDSV2JEmSJElSL8Xjce55dB1/eG4bH3/vEs6ZN5YX11QSicA58wYuSJo7tYS7vnglpYU5ABSOymLa+AJWbzrAZedM4is/eY448Pyre2lt6wTgivOm9Hnz6gM1zXzuP5ex+0Ajjz63jY9dexY/+NVKDtS2cMetV9AZi/HrP73GwpmlzJ9e2j3vO5+4lLb2TvJzM/v0+/tLaWHirWhVda0nNa+lrYNoWoRnV+1hbEkujc3t3UFSPB7n6ZW7uGDheBbPOXo3Upc5U7uCJDuSdPozSJIkSZKkE2ht7+T7v1rJk8t3dh8L71vFHbeO5cU1e5kzpbj7DWQDpStE6jJ7chHPv7qXVzcfJBaHL/79+Xzlzue7x19+7QAXnjn+lH9fPB7n6z97nur6Vj527WL+66G1fOmOZ8nPzSAtAt/42QvsPtBARnqUm9658LC5ZUU5x7hqauRkpZOVGaW6vqXXc7bvreOfvruU2ZOLWbOliqveOJ2NO2vYuruW9duq2Lyrlur6VhbOLD3htc6aPZqbrl7IG/rw90MaKlzaJkmSJEkn8ETFjsNCpPIzxrK/uonahlZe21HTvQfQYJoxsZC6xjaWrthFbnY6Z88by799/BKuuXQmOVlRnlu957AleCfrtR01bNxZyw3vWMBbLpjGv370It564TT+/ZOX8a7LZlHT0Mp588fx75+8lJlHeVvZUBKJRCjJz6aqrvdB0nd/uZLm1k5e2XiAjs4Yl509iWnjC9i6p44f/eYVfvj/XgFg1uQT33s0msbVl8wkO8teDp3+evVPcRAEHwNuAM4E/icMw+t7jC0EfgIsAjYDHwnD8Okj5t4KFAAPAx8Kw7AuOVYE3AG8FagDvh6G4Q/7fluSJEmS1H8ef3E7U8bl85UPX8j2vfXsOdhIxdpKnlu9B4AF00/cldLfZkwsBKBibSVnzxtDNC3CnCnFzJlSTGNzO4+9sJ383ExuunrhCa70eq3tnfzmyY1kZUa5NLnH0ZRxBfyfv14MwAfeNp8PvG1+/93MICguyKK6F0vbDtY28+yqPazfVs3Vl8zk/qWbOHf+WGZOKuJgXQsPPrOFjTtru8+fPqFwIMuWhpzediTtBr4K3NnzYBAEGcDvgPuAYuCbwP1BEBQnx98MfAl4OzARyAC+1+MS3ycRZk1InvPlIAguP9WbkSRJkqT+tvtAA+u3VXPFuVMoLcxhydwxjE4u3Vq6YhfRtAizpwx+R8608QXdny9ePOGwsY/81WLOnT+WpSt2nlJX0g9//TLLXt7NWy+c1ud9loaK4oJsquqaj3tOPB7n2/csJ7xvFQBve8M07vzcm7n1g+cCsGTOGPJzD//zyMqIDkzB0hDVq46kMAx/AxAEQTkwqcfQZUAOcHsYhjHgniAIbgHeTSJ0uh74WRiGK5PzPwesCILgI0AEuBZYEoZhPbAyCIKfAjcCT/T91iRJkiSp715+LfFmtPMWjOs+NqY4F4BXNh5g9uQisjMHf8lSbnYG1/7FbMYU53LFeVMPG8tIT+PcMxIbgVdWNTGuNK9X1+yMxdlX1cQzL+/mLRdM5cZ3LBiI0lOipCCbl9btO+45FWsrWb3pINPGF1BWlMOE0Ye/ZS0jPY1LlkziyeU7+L83X0w0LTVvoZNSqa//a7cQWJUMkbqsTB7vGn+4ayAMw7VBEADMJtENFQnDcM0Rc6/sY02SJEmS1G9WbTxASUE2E8oOhTGjiw9tJr1wZlkqygI47vKyedNKAFi3tapXQVJTSzvf/K8XWblhPwB/UT6FSGT4BCXF+Vk0t3bQ0tpx1L2KOjtj/OzBNUwoy+PfP3kp6dGjL+C5/qr5vPuyWYwpyR3okqUhqa9B0iig9ohjNUDpccZrgXwSHUl1R5l7Uu9DrKmpIRaLnfhEaQhrbm6mqqoq1WVIw4rPldS/fKY0Ur28sYrl6ypZPKuY6urqo54zf0ruST8fg/FM5WfGycmKsnztbhZNP36QtGt/I+H969mxr5HyuaXEgTEF8WH13GdFOwHYsqOSsSWvf6vc8vUH2FFZz8fePY+62prjXisdqKrq/cbdGhz+u6p/pKWlUVR07OW6fQ2SGkhsot1TIVB/nPGC5HjaCeb2yvFuTjpdVFVVUVJSkuoypGHF50rqXz5TGgmq61v4f3/ayLsum0ltQxt/XrWbex/bwMTRebzvLQsoKTn6psrnnjntpJc4DdYzdebM0azfUX/c37XnQCNf+ukyMjOifOHvL0jJG+gGw9SJncAGmjsyjvrnsW7HdvKy07nigtlEj9GNpKHNf1cNjr4+HauBM4Mg6Hmds5LHu8YXdw0EQTCPRCfSa8AGIB4EwRnHmCtJkiRJg+bxF7Zz/9JNfPLfn+If/+Mpfv3H17jkrIl875/edNQ3c33qb87hU39zzpDeJ2fxnDL2HGiksqoJgNWbDvCNu16gvePQqo5Hnt1KZyzOd//xsmEbIgHMnlxEWgTWbDn4urHOzhgvrNnL4jmjDZGkE+hVR1IQBOnJc6NANAiCbKATeBJoAT4VBMF3SWyyPYfEW9wA7iKxAfc9wBbga8C9YRg2Ja/7a+CrQRDcAEwnsdH2df1yZ5IkSZJ0El5an9iIubo+8Yr4SAT+7m1nkJF+9GDhsrMnHfX4ULJ49mgAbvr6Y3z7lov5f09spGJtJSs27OO8+ePo7Izx+IvbOX/BuGG/509udgYzJhXx51W7ubx8MhOTG2nvr27mpm88RiwW55x5wzdIk/pLb6PWzwPNwGeAv01+/nEYhu3AO4G/JrG/0eeBa8IwrAIIw/Ax4KvAI8AeIAbc3OO6HwXiybFHgNvCMPSNbZIkSZIGVVNLO2u3VJGZfJX7DVfN58Z3LOj1286Gqilj87nwzPEAPPrctu6w7KnlOwHYsL2GusY2Lj5rYspqHEwLZ5Syo7KBj93+BE0t7QD84fltxONxbrhqPpeeBuGglGqReDye6hpO1TQSXU7Sac+1vFL/87mS+pfPlIa73z29mTt+u4ov3XQBWZlRzhzgN7EN9jN187efYHtlPbFYnAUzStmwvZpv33IJz6/ewy8eW889X3kr+bmZg1ZPqhyoaea7965gxYb9fPlDF7Jk7mhu/NpjTB4ziq8Eb0h1eeoj/13V76YDW4886OJPSZIkSSNaS1sHv3x8A4tmlXHOvDEDHiKlwsxJhcRicUoLs/mXvyunIC+TL//kOZ54aSezJxeNiBAJoKwoh89efx7RtAirNyfe0nagppk3jpCOLKk/GCRJkiRJGtGWrthFTUMr771yLpHI0N04uy9mTExsFr5kzhiKC7K57UMXkh6NUNvQyrsum5Xi6gZXdlY6syYVsXrTQVZtSmy8vWjW8AsPpYHSq822JUmSJGk4isfjPPznLUwZl8/CGaWpLmfAzJ1SDMA5Z4wBYNr4An782TfTGYsfczPx4WzetBJ+/+ctFOVnUVaUw9hhvtG41J8MkiRJkiSNOE++tJM77lvF+LJcNu2s5R/evWjYdiMBzJ1awu23XNwdKAGkpUVISxu+93w8MycV0tYR44VX93Lp2ZOG9d97qb8ZJEmSJEkaMRqb21mxYR8/fWA19U1t1G9vIzszyuXnDP+3dc2b6ibEXbqW+nXG4py/YFyKq5FOLwZJkiRJkkaMu3+/loeWJV7+fOsHz+V/Hl3HkrljyM3OSHFlGkyTRo8iM7mk7+y5Y1JcjXR6MUiSJEmSNCJ0xuIse2U3AG8qn8wFC8dz4ZnjXdY0AkWjaSyaPZqCvEyys/zPYulk+MRIkiRJGhF+9/Qmaupb+cwHz+WiRRNSXY5S7It/f36qS5BOSwZJkiRJkoalnfvqWb+tmvIzxrJpVy13PvAq5y8YxwXuiSOwE006RQZJkiRJkoaVqroW/vjidn7xh/W0d8QYX5ZHejTCuNJc/uUD5xKNjrzX3UtSfzFIkiRJkjQsrNtW9f+3d99hcpyFHce/M9t3r5+kO3VZQl7bso0rLsGOMbHBwZQQekIcm5CXAAkQIKGEFpIQeEgCPKG8QAgEjAFjWqgxBmNjjLFxt/HKRbbaqZ6ub5/JH+/s6SSd7JO0utVJv8+jfW53dmb1zt6+tzO/eQufvPYeHh8YAeAZJ/WzZmUv//39BwB4158/g0RcIZKIyKFQkCQiIiIiInNaGIZc/5v1fP6799GRS3Hl5Sdx5ol9LO/vAKCrPcXSvjZWL+1ucUlFROY+BUkiIiIiIjJnPbpxiFvvG+DrP13LmpW9vP1Pz6S3M7PHOheftbRFpRMROfooSBIRERERkTlnx1CRX98/wOe+ez9BEHLmCQt4z2vOJeZrAGURkcNJQZKIiIiIiMwpd6/dxke+fAejE1WW9bfzppefzqrFnQqRRERmgYIkERERERGZE4Ig5Es/eJBv3fgIi+fn+IerzuFpS7pIJmKtLpqIyDFDQZKIiIiIiBzxRicqfPxrd3HbA1u47LwVvOaFJ5NSgCQiMusUJImIiIiIyKy7q7CNLYMTPPfc5Xje7i5p5WqdjVtHWdbfQa0ekEnF2bB1lPd97lZ2jZR47QtP5vkXrNxjGxERmT0KkkREREREpKkq1TrVWkA87jM8VqZcqfPNnz1MpVrnkY1DzOvKcP+jOwEoPDHIqy49gYc3DtHfk+UTX7+bxzYPk0vHSSZiXHrucr7/y3Uk4j4f+esLWL20u8V7JyJybFOQJCIiIiIih2zd5mHue3QHhSd2cedD2yhV6qSSMcaLVQBSyRjJuM/qpd2MjJf542c9jVjM5xs/XcsNt2+YfJ1cOs7lv3ccu0bLPLBuJ1+/fi1nnLCA1/3RqSycl2vV7omISERBkoiIiIiI7NfNd22iFgTk0gn6e7PcWdhGKhHj0U3DDOwYZ/XSLtZvHeX2B7cCMK8zzVkn9hGLeRTLNc7I91Es1zhnTf8+QVAYhnS3p6jWApb1t3Pb/Vt44e+vYvH8NgCK5RoTpSq9nZlZ328REZmegiQRERERkWNcGIas2zzCsv527ipsY8PWURbPb6MWhHzkK3fsd7vOtiQPrttJT0ealz57NX94/nHM65p56ON5Hpc/c+Xk4zNP6Nvj+UwqTialUxYRkSOJ/iqLiIiIiByjdgwV+eGv1vHopmHufGgbPR1pBkdK+6z3d68+i/Zsgoc3DHH+qYuo1wPqQcjy/g7qQUgi7reg9CIi0goKkkRERERE5qCxYpVb791MsVzj1NXz2Tlc5HfrBnnR76+iLZskDEM+9KXbeXjDEAt7c1zxvBPJL++Z3H7XaIm3fvwXDI9V6OlMc+7J/dzxu21cefkazj91ITuGivzglnWsWNjBBactBuC04xfsUw7f1+xpIiLHEgVJIiIiIiKHWbla55Z7NrFycRcrFnY05fXe/elbeGzT8D7P3XT3JuZ3ZdgyOMG2wQlOP34+jw+M8O9fvZP/fPvFxGMed63dzue+cx9jE1X+7U0XsmpJFwC1ekA85loX9ffmOHnVvEMuq4iIHF0UJImIiIiIHEaFJwb52NfuYuO2MXwPPvqmCw96CvvNO8b49HX3cvfa7QC8/U/PZM3KXm69b4DezgxjExU+8+37IITOXJIV/R28+8pncGdhGx/4/K/5xDfuIgzgF3dtpLczzftee+5kiARMhkgiIiL7oyBJRERERKSJdo2U+OGvHmdgxzi+D7+4cyM9nRn+7tVn8dGrf8uv798yoyCpXg+oBSFDo2X+6Qu30ZZNsG7zCB7womhmswtPXwKwx4DVF5+9jNhe3c3OOrGPV16a55r/KwDwykvzvPTZq0nEY83bcREROSYoSBIRERERaZKHHh/kvZ/9FaVKnd6ONJVawCXnLOfKy9eQyyT43k2Pcs/a7bz6shOp1ur89PYN+J7Hsr52Hh8Y5ie3PUF7JsmKRR387I4NTJSqeJ5HtRbQ05Hm5JW9vOYFJ7NwXm6/Zdg7RGp41XNO4JJnLKdaq7NoftvhegtEROQopyBJRERERGQGwjBk/dZRBnaMc8Pt68mmExTLNfp7cyyen+Oeh3fwyMYh2rJJPvaW86cNa55+/Hyu/elafvqb9Xzt+gJbByf2eP64RR1s3jHG3Q9v55w1/SxZ0EY9CLnkGctY1n/oYyvN784c8muIiMixTUGSiIiIiMhT2DVS4qNX/5Z7H9kBwLyuDEOjZWr1YHKdrvYUQ6Nl3vXnBmmhmAAAHq9JREFUZ++3xc+zz1rG93+5jo9//S6W9rXxgb88j2w6znixSnd7mhULOwjCkJHxCj0d6VnZNxERkQOhIElEREREJFKvB8SiAafDMOQXd27kmz97mE3bx4jFfK68fA3zutKcd8oituwcp1Sp8cBjg8zvynD+qQsplmtk04n9vv7CeTn+8S/P4+a7N/HKS/PTruvjKUQSEZEjloIkERERETkmrV2/i3se3k6lGlCt1fnFnRvZMVwinYyxoCdLJhmnsH4XKxd18oILVnHRmUs4blHn5PZL+9oB9hg4+8lCpIbjl3Vz/LKDm7VNRESk1RQkiYiIiMicUKrU+NW9m7nprk0UyzUmSjV6OtMMj5VJJWJMlGqkkjF6OtLkl3VTrNSY35Vh9dJuRicqXP3jhyhVXIuhej2gsH4XYbj79U9bPZ9LzlnOeKnK45tHGBmv8LoXn8pl563A388A1iIiIscaBUkiIiIicsh2Dhf53k2P0d+b5YQVPewcLjE8VmZeZ4ZkIkYy4bOsv4NE3J/xa27ZOc6v7h1g47ZR1m0eZt3mEepBSH9vlo5ckq62FCPjFbrb0xTLNeZ3Z6jVAh7dOMSt9w3s83o9HSlWL+1molSDmM9LLl7Niy96GrlMgiDc/2xnIiIispuCJBEREWma4bEy7dnkEdF6ox6EjE1UGBmvkEzESMR9BnaMU67WGR2v8NimYYIwZOG8HH09WRbNa2NBdwY8j9HxCulUjKHRMl3tKdLJ1h4yVap1YjF/1oKOSrXOwI5xutpTtGeTDI2Vue3B7aTSY5yzZiH1IOThDbu47YEtFJ7Yxa6REkNjZYA9WvjsrSOX5KwT+9gQzXzWPy/HScf1cNKKXrYOTjC/O8OSBW1sG5zgxjs38psHt1Kp1ulqT7Gsr50XP+tpnHRcL2fkFzzpZywMQ8aLVTLpBA89Psiu0RJBEHLq0+bT1Z6adptY6z+yIiIic4KCJBERkSNcGIbU6gE7h0uUK3WCMKQehGTTcXra0wyOltg5XGL7ruLkDFLJuE8mFScRj5HLxFna104mFcfz9jxbrtbq7BopM7BznI1bR1nQk6VUrjOwc5xaPaBaC8im41GrjxTL+jsYHitz7yM7GC9WAYjHfDbvGGPXSJmhsTLpZIzujjQLe3NsHRxnvFRjyYI2zsgvoFYLiMd9do2WWd7fQX55Nx4wPF5m5aJO2rLJffZ9olTj8YGRydu6zcPsGimxZEE72XScTMrd0qk49XrAHb/byuBImbFi5UlDjXjMx/c9KtX6Hstjvkc9CPE8F4p0tiU5Z81CYr5HWzZBRy7JkgXtLJ7fxryuNIl4bL+/t5HxCus2D/PYpmH6enOsXtJFLpPgsc3DjE1UuO/RnTy2yd0HSCRibBucwPc9giCkVKnTkUsyNFoinXS/x672FImYTyzmEfPdT9/36OvOEov5lKs18su66WxLcc/DO9i6c5xYzOeJgRE27xwnlYhx7sn9VKoB24cm8PAYHi8zNlEll0mwfajI0EiJSi3A9yCdirsWPJFk4t7J9yyZiHHyyl5WLe6ktzPDRWcuIQxDHt04TE9Hmu4ON4tZpRowVqzwq3sHuPW+AVYs7OCZpy1mYMcYP7zlcb5302P7vH89HSnOPrGPq56/hgU92f3/Iqfhed7kZ2nNyt4D2lZERESenBc+2RHWkW0FsK7VhRBphsHBQXp6elpdDJGjyoHUq8YJf7Fco1oLJgOUai2gVguYKNcYnaiQSydIxF34cPyybjpyyWlfr1KtM16qMl6sMjxWYXC4RD0ISCRi7BwuEgQhYxMuhBkvVhmLbuPFKqVKjUq1TrlSp1ytU64G+wQdByse8zhhRQ9tmQTbBosEYcjWwQmK5dq063se+J4LVZKJ2B7l6GpL0d2RIghcqLWgO0tvZ5rF89sYHCmxfajI1sEJ+nuztGWSrF2/i8cHRia3T8Z9KrVgj/8vlYxxyqp5LFnQxhMDIzwaBSzBlEOVtkyC5Qs76G5PsWVwgmKpRqlSo1SuUSzXCELca/S10ZFLuls2Sbnqfq99PVmy6TjpZJzl/e34vsfWwQkGR0ps2DrK4EiZcqVGV3uKsWKVvu4sN9yxgU3bx9zvrVglmFKgTCrGuScv5KIzlzKwfYxkIobve9x09ybWPrGLsShs2x/f98hHnyXf9yiWa/RNCU0yKRfideSSTJRqbNk5zvCYm3K+VnfvfRC4z+roxPT/V1smQbUesLA3x4qFHewYLnL/oztJJWMs6M5Qq4XkMnF6OzMMj5VZ0JOlpyPN05Z0sWHrKCMTFZYuaKev06etvZ2f/3YjfT1Zjl/Wxeql3WRSh3ZdcmyiwvahIt3taXZEn5taPeD8UxcdUDc4kblGx38izad61XTHAY/vvbDlQZIxpgv4LHAZMAL8s7X2UzPYdAUKkuQooT94cqSp1QNGxyv4vkc85jMyXmGi5E5S60HI9qEiiZhPRy7JzpEStVpAWzZBWyZBIh4j5rsWErGYR70eMlGqMlGqUa0HdOSSLOjO0tXmupd4HtTqIUEYUizVGC9VGZuoMF6sRSFLZTJkafycKNWYKFUpTgkPknGfRNwnFvOp1urM70yRzaSIx32CwHVzicd86kFIT0eaWj1gZLzCtl0TbBucoFQ5sLDG8+C4RZ10t6cYHCmRyySI+z6F9bv2G8zsvT1ALp2YfO9ymQTpZJxUIkYqGYvGlXFjyyTiPt3tabLpOL7n3t/hsQoj42V6O9P0dKSZ350lGY9NtmAaL1Wp1gJ2jZbZFoUl9z+6g3K1Tl9PjkTcp6stxaolXczvzrB0QTvbdk2QTcdZOC9HzPfwPI9aPSCddIHGxm2jpJNxVizsOODua0OjZXKZONVaQCYVZ2DHeDTYcUhXe5rb7h/gvkd3smn7GMv62jl+WTedbUkyqTjHLepkxcIOejvT+7Sqagijllrx2OELH8IwZHSiOtk168F1O/nVfQOTrbMaFvRkOf34+Szta2dZXzsrF3eycdsYG7eNMjxWYeVi99npyKWY351pStlGJyp4nofvwUNP7GK8WGV5fzvL+jv2WbdUqZFKxPb7Xk5H31UizaU6JdJ8qldNd8QGSV8BssAVwCrgeuBl1tqfP8WmKzhKg6TGCUClGlCp1ak2ftbcVelKLdi9LPpZqdYZHClPnticsKIb3/PcNlPWm9eVIZ2ME4bhtF0cpDX0B+/o5FpqRK0G6gHVekCt5gKTMGz8dHU+DNnjca0eUK+7n0EYEgSha5UR/cmORSFNPOreEo/GTqnVQ9eaJbo1WraUKnVK5Rrlap2Y7zEyXqFWDxgcKTE8VnEtOqJ1SpU6pUrtSbsENYvvge/7k92xnkw85tGWSZLLxMmmE2RS8cluTb7v7W5BVA/wPY8NW0fwPJ9qPSDmeWQzcer1EN/3GBwukUj4tGUSLOjO0tebpa8768KgmAttGrd4zCeditORTU62RilVatz/2E7ueXg7E8Ua87oyjE6493Tl4s6o1UuCXDpOey7JvM4M8bhPuVKnpyNNPOaRy7gpwvV3eF9BEB4RYyzNVKVa57YHttDXk6Utk6BYrrFiUedRN3CzvqtEmkt1SqT5VK+abtogqaVjJBljcsBLgdOttaPA3caYLwBXAU8VJB01fvDLx/jaT9dSrUZhUe2pT6im0xjLYabSyRhd7Slivj/ZnN7z3PJ00jX7TyR8cukE/b1ZPM8jEfdJJ2PEfJ943CeTjE02aR8vudYChEwOCNq4OhwEIcVyjZHGGBAxt33M86gFIbXo5C+IdqBxYjV5CO41fniT+zpVEIaTXVCqe9zqVOsBYei6ZwShO6GvB6E7SQ+Cyce1uuseEI/HSEctAYJ6iB/z6Mwl6WxLkUnFd7e0iFpqNFo1VGsBnkd0NdibvN/oGoL75070o2CwsWvVapVUKomHh+9DT0ca3/emlNEFD+7/9Sf/f9/3dr8XU3/30f/pee71Ju9Hn5FgSojhAord913AMfV+GN1n3/thSBhErQCicGRqMDJ1vcbvuLFP7vGeQUttSnAS9z0S0eC4iZhPMhFznxnfm2yNMd1nvvF/7/35mNyfgMnxZQCSCZ+4708Jd6YPdqY+F+yxj+Hk57y+1/4EsxDEHKzGZ7m3M01nW4qOXJZUVJ9TyRjZVIKu9t3dlrLpOB25ZFSXYH53lkrNDVjc25khEfcZm3Cth2pRnWps63suNHHj9fgMjZXZvqvI8FiZIHC/80zUyiabipOLWuY0QqNcJkFbNkky7re89cSCKfdPXjWPV1ySb+rrizOXQiRw4wRdcNriVhdDREREZFa0erDt4wHPWvvglGV3A5e2qDwtsXxhB+es6XczykQnzK4bg/vpumvsvcydYDdmoUkmYrRn3dXtteuHeGTjEDHf22P9WMyNA1GPrvwPjpQZHiu7E+AgmJyRplypU6zUKFfcSeLGraPccu9miE6gD0UmFQO8yfFHgMmuM/GYCwgm/4soDQj3fDi5ZGpY0Ai59rjF3HsTj/uTIZILyuJ7DFAanxyw1C2r1QOKZTdGScz3qQUBw2NlnhgYoVwNCIKAWhQaBEGA73t05JIkE7HJYGHfoAFCXIiRiLvfS2PchzCEer2O5/sQQi0IGBwuAY1WJ+69gd2hTz2AIAgmW6l4k0Hb7nfoQELF3QFYFDr5U+5Ht5i/Oxzzo+f3vt94DW+aIM39jn1Sid371FgW2+t+Y0yWRiu8Ws215qlU69T3CoRcRjc1YNwzbPSiBM9vBFCNcC06Ua3WXLi1dwjYeN6fsg+e5+FFwdzU5xrvQ3zK7ysW8/d93Ljve/u8X3702p7n9mbyfYmCw0Zw1tjXehDsETQ2Qrp43JvsDtXoHpWK7mdScZKJGPUg1LgjIiIiIiJyUFodJLXhxkWaaghon+kLDA0NEQQH14LnSLGo2+dVz152EFsG0Q2owWj0Ti7s8ljY1T3tFscvmn7K25lqdLmrR60IXOhUhxCymTjZVBwPonAq3OOkPZ2M7TFuRSNgmWtXng+HYrFIJtOcMTIapmtV0wid9giNPHWtmZsadWn62aKcEKgBNcIaTNRg4vAX7IhRLBYZHBxsdTFEjhqqUyLNpTol0nyqV83h+z5dXV37fb7VQdIYsPcIkJ3A6Exf4Ml2TmSuUF9ekeZTvRJpLtUpkeZSnRJpPtWr2dHqvg1rgdAYc+KUZacB97eoPCIiIiIiIiIish8tDZKstePAN4EPGmPajTGn4gba/kIryyUiIiIiIiIiIvtqdYskgDfgBvIYAH4MvN9ae8zM2CYiIiIiIiIiMle0eowkrLVDwEtbXQ4REREREREREXlyR0KLJBERERERERERmQMUJImIiIiIiIiIyIwoSBIRERERERERkRlRkCQiIiIiIiIiIjMyl4OkWKsLINIsvj+Xq6LIkUn1SqS5VKdEmkt1SqT5VK+abtrcxQvDcLYL0izPBG5udSFERERERERERI5CFwC/3HvhXA6SUsDZwABQb3FZRERERERERESOBjFgIXA7UN77ybkcJImIiIiIiIiIyCxSB0IREREREREREZkRBUkiIiIiIiIiIjIjCpJERERERERERGRGFCSJiIiIiIiIiMiMKEgSEREREREREZEZUZAkIiIiIiIiIiIzoiBJRERERERERERmREGSiIiIiIiIiIjMiIIkERERERGRJjLGLDTGZFtdDhGRw0FBksgsMsZ4rS6DyNFG9UqkuVSnRA6eMabfGPMz4AfAj4wxzzPGZKLnVLdEDpIx5jhjTNeUx6pPLeSFYdjqMogclYwxy4G/BzYDN1hrb21xkUTmPNUrkeZSnRJpHmNMDLgWGATeDHwQWAXcba19rzHGs9bq5EvkABhj+oCvAQuBXcBXgS9Za0dUp1pHLZJEDgNjzKXAndHDk4FPGGP+IXpO9U7kIKheiTSX6pRI80StIxYB84DPW2vHcCHtN4CXGmPOsdaGqlsiB+xDwBPW2hNw9elS4GOtLZLoD5nI4fEHwFetta8HrgTeC7zfGHOGtTZobdFE5izVK5HmUp0SOQTGmBOjWypqFeEDa4AhAGttBfgh8DPg3dEy1S2RGTDG+MaYDmAF8KNo8SeADwMvMcZcrHC2dfSmizSBMWaRMSYZ3U8DXcCIMca31hattT8CvgR8OlpHfXpFnoIx5kxjzHnRfdUrkUNkjOmMut4QjdmiOiVyEIwxOWPMd4Abgc8D1xlj1lhrnwDuAD7QWNdaOwh8F+gwxpzTivKKzBXROEiLYTJ0TQN9uC5tWGvr1tpfApaoVZLC2dZQkCRyiIwxfwM8BJwPYK0tASGwEkhOORD/W+AUY8wfROm5DtBFpmGM6YoO0H8EXBj1fy8BAapXIgfMGDPPGPMN3MnsdcaYldbaIlDHjd+iOiVyYF4OxK21fYABtgHfjgYC/lfgYmPMWVPWXw/kgOqsl1RkDjDG9Bpjvg38GLjWGPMJY8xSa+024B5cN9GpFzg+C4TGmMtaU2JRkCRy6E4HMsALjDH90bL/AP4IOKcxAJy1dhj4b+Al0WMNDCcyvQ8DVWvtAmvth4HGQcPHgBejeiUyY8aYk4Bf4q7m/jWQxbWgANdF4EWoTokcqHOBYQBr7f3W2qtwFxHfAvwW+BbwZWNMPFrnISAJ1FpTXJEjlzHmVNwsh8O4rqEfww2s/YZolXfjLiw+d8p30iguwM3OcnEloiBJ5CA1ugcAa4F34E5wzzPGpKMDhmuADzWaZ0Y6cVel1GVAZC9RX/ilQB43201jMOBzjDFLonr1P8CHVa9EZuxCYIO11lhr7wNeDZxhjFlsrf0d7rvqX1WnRKZnjDnZGPMKY8zTo8cxYCewJRq/peGtuNZJXcBf4Vr8/dgY8x5jzB3ABmDd7JZeZE6YD3wbuNJaW7PWfgPYhGuJjrV2HfAR4NPGmFXRsi24uralNUUWBUkiM2SMyU2571tr69HDy3Ap+tXAG4HuaPnrgBTwT8aYS4wxq4FTcMGTrvKKsGe9ivq4h7ggqTPqivMZ3FgTNxhjzgReD8RRvRKZ1tQ6FRkBVhhjFkaPfw/4OW5mKXDfVUlUp0T2EF3c+A/g18AfAzcbY96G+w66G7gA190aAGvt93Env6+Pvs9eBHwRWA1ca6293Fo7Ort7IXLkmRLOnhYtugX4StSdOhEta4yNBIC19t24oUS+Yoz5D2PM7cAE8PBsll1288JQxwciTyY6KP80sBTYCHzIWvvglOc/CfwXUMANsPhfuJD2i0A/8OfAecBxwCettR+cxeKLHJH2V6+MMT248CgFPGKtfWt0UPGf0bI34sZ0uQLVK5FJ09Spf7XWPmCMWQa8E1iOq0PPBL6Gmz75G7hWFGtw31XnojolAriJVHAXCV9vrf2dMeYluJZG/2et/bAx5hbgZuCj1tod0TYfxNWhKxoXHKNx/nTCJce8aHa1fwNeixsH8zm4i4XXWGs3Rxfqg6jV38+Aj1hrf2CMiVlr68aYBbghRS4DNlprP9qiXRHUIknkSUWDJv4Qd/XpPUAHLgl/8ZTVngmMWGvHgd/hml7+HlCx1t5rrf1b3KCMx+nAXGS/9epqY8wLotltHgcuBzYDWGuruNk5LgB6rbX3qF6J7PYk31Uvstaut9b+FXAtrqtNt7X2CuAVuBYTx0d16i2oTskxLprsoTF0wdnACVGIFLPWfhP4DnCBMeYZuMF/LwFe3hgLCdf66JYprdbVqk9kt37gNOBsa+1LgauA5wKvgT1mX2sH2oB7o+V1Y0zSWrvNWvsTa+2bFSK1XvypVxE5pp0BJK21r4oe/9IYcyvwN8aYx6y1d+OaY74yCpfKwAPAY9F9AKy162e53CJHsv3Vq7cbY+4GvoI7sHgW7soVuHo1jDuwAFSvRKbYX516szFmnbX2Hlyro6K1diJa51bcYKWTY7yoTsmxKurS+Ulc2Fo3xrwFN1PUqDHmImvtjdGq1+G6fr7MWvs2Y8znca35nm+MacMNEPyh2S6/yJEqutAxGoWr+4SzUbfri6OLid+LNjsJGLPWbjDGvADXKv1fcC3W5QihFkkiUxhjFkfjsDSMAz3GmCVTlt2OO2i/NHp8NvAXwOettecCb4ue33ucCpFj0gHUq9OBl1tr78XN3HaSMeaL0dSuPwEeiW4ix7QD/K56bvR4B1AzxrzMGLMSuB438O9Ds1FmkSOVMeY1uG40d+ImesgA7wN6cOOJNQJarLWbceMjrYlaLn0O17rvGuDr1tpVUXArckwzxqw2xvwfrm58Nwprp4azjVZ71+FmX7twyhh/lwIJY8yPcOHRu621CpGOMGqRJMLkrDTvx82+dr0x5ipr7TbcNK2/Bf4O1wopg5tm8ufAydHmfwLsiLrkYK39Ce6kV+SYdhD16gbcwXnSWnu1MeZx4ErctK83W2vfOft7IXLkOMjvqhOjza/FjZH0N7gBTK+z1r5jdvdA5Ih0HPCP1trPARhj/gwXsL4H9710lTHmVdbar0br34QbxmB+NHPUOjQbm8ikKJx9P26Msf8GPoULZ/+d3eHsjeDCWWPMPcAfRtvGcedYTwf+zVp72SwXX2ZILZJEnEtxM0V9FBjChUPgrjp9EfhjY8z/4gYw3YE7gLg4OuFda60dbEyRrKmSRSYdTL16dmNja+0t1tq/AC5WiCQCHFyd+oPou+pRa+0HgJcBZyhEEpn0GdzYRxhjUsAYLhhqhLG/Bt5njDk1Wv9M3Gy9O2e/qCJzQiOcfYe1tgD8GfBCYBcunF1mjHnVlPVvAi4COq21NeALwFJr7Xtnt9hyIDRrmwhgjMniku/7cc2an477A3hv9PwyYBlQttbeboy5EHgX7oB8bMrgcCISOcR6NT51sFIROeQ6NREdoIvINBqzqxljno5rSXGGtbZijOkEPo4LkEq4mUNfa629roXFFTliRd2sy9ba7VE4m8bNcPhKXDe2N0T3X2qtvdcYcwWuRdKfWWvL+3tdObIoSBLZizHmbOBNwHpr7bumeb4P+CZwg7X2/bNcPJE5SfVKpLlUp0QOD2PMm4ELrbUv3mv5MuBMa+23W1MykblF4ezRTUGSyDSMMW/ATen6GWvtj6NlSVx3giuAL1tr39jCIorMOapXIs2lOiXSPNEsUnVjzDXAz621nzXGvA74feC91tqHW1xEkTlJ4ezRSWMkiUwxZXyjnwBbgedEy18AdOFmHjhFB+YiM6d6JdJcqlMizReFSHHcbG3zjDE34wa2/4JCJJEDF81sCHAO0LjY8TpjzDXGmNXW2vUKkeYutUgS2cuUZpiXAP+MmzlgI/A8HUiIHBzVK5HmUp0SaT5jzCm4Kcq34maM+miLiyQyp0Xh7A+AXwCXAUtx3diub2nB5JApSBKZhjEmh7vSewrwTmvtp1pcJJE5T/VKpLlUp0SaK+oa+kbgU9baUqvLIzLXKZw9esVbXQCRI9RzcX/0LrHWFltdGJGjhOqVSHOpTok0kbW2Avx7q8shchQpAG9D4exRR0GSyPS+pZkDRJpO9UqkuVSnRETkiKVw9uilrm0iIiIiIiIiIjIjmrVNRERERERERERmREGSiIiIiIiIiIjMiIIkERERERERERGZEQVJIiIiIiIiIiIyIwqSRERERERERERkRuKtLoCIiIjIXJLP528EzgfKQAAMAbcBnyoUCjfO8DXeD1xUKBQuOiyFFBERETlM1CJJRERE5MD9S6FQaC8UCp3AucAdwE/y+fwbW1wuERERkcNKLZJEREREDkGhUBgAPpLP5zPAh/P5/JeBS4F3AquAEvBT4E2FQmFHPp//E+BdQCyfz49FL3NBoVC4K5/PnwN8GDgFGAP+B/hAoVCoze5eiYiIiExPLZJEREREmuMaIAucB4wCVwA9wJnASuDjAIVC4WrgX4CbC4VCW3S7K5/P53GB0yeBPuBC4PnA38/2joiIiIjsj1okiYiIiDTHhuhnT6FQ+OqU5Rvz+fxHgM88xfZvAL5TKBSujR4/kc/nPwT8c3QTERERaTkFSSIiIiLNsTT6uTOfzz8LeB9wIpDBtQLPPcX2q4Fn5fP5509Z5qMW5CIiInIEUZAkIiIi0hyvACaAXwObgH8AnlcoFMbz+fwfAd+asm4wzfZbgP8pFAp/edhLKiIiInKQFCSJiIiIHIJ8Pt8PvAo3gPZbgTqQBoaiEGkl8I69NtsCLM/n86lCoVCOln0KuD6fz/8E+N/odY4DnlYoFH48C7siIiIi8pTUVFpERETkwL0rn8+P5fP5UeA3uAG2LysUCp8sFApjgAH+MZqV7eroNtXXgUeAgXw+P5TP508rFAq3A8+Jtt0E7AS+CSyfnV0SEREReWpeGIatLoOIiIiIiIiIiMwBapEkIiIiIiIiIiIzoiBJRERERERERERmREGSiIiIiIiIiIjMiIIkERERERERERGZEQVJIiIiIiIiIiIyIwqSRERERERERERkRhQkiYiIiIiIiIjIjChIEhERERERERGRGVGQJCIiIiIiIiIiM/L/J82qntIZKNYAAAAASUVORK5CYII=\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**6. 获得月频数据**"
      ],
      "metadata": {
        "id": "kGknYwQ5g0lR"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "month_data = data.loc[data.groupby(data.index.to_period('M')).apply(lambda x: x.index.max())]\n",
        "month_data"
      ],
      "metadata": {
        "id": "2ISHdbN9Uidt"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 第三部分： 计算长短周期动量信号，作为策略信号进行回测"
      ],
      "metadata": {
        "id": "3ke5P4-98CyJ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**7. 可视化长，短周期动量信号**"
      ],
      "metadata": {
        "id": "re6z1uOohG-L"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "slow_return = month_data.Close.rolling(13).apply(lambda x:(x[-1]-x[0])/x[0])\n",
        "slow_momentum_signal = (slow_return>0).astype(int)*2 -1\n",
        "month_data[\"slow_momentum_signal\"] = slow_momentum_signal\n",
        "\n",
        "_slow_momentum_signal = slow_momentum_signal.loc['2000-01-01':'2020-12-31']\n",
        "_ = plt.figure(figsize=(20, 5))\n",
        "_ = plt.plot(_slow_momentum_signal.index,_slow_momentum_signal.values)\n",
        "_ = plt.fill_between(_slow_momentum_signal.index, 0, _slow_momentum_signal.values)\n",
        "\n",
        "fast_return = month_data.Close.rolling(2).apply(lambda x:(x[-1]-x[0])/x[0])\n",
        "fast_momentum_signal = (fast_return>0).astype(int)*2 - 1\n",
        "month_data[\"fast_momentum_signal\"] = fast_momentum_signal\n",
        "\n",
        "_fast_momentum_signal = fast_momentum_signal.loc['2000-01-01':'2020-12-31']\n",
        "_ = plt.figure(figsize=(20, 5))\n",
        "_ = plt.plot(_fast_momentum_signal.index,_fast_momentum_signal.values)\n",
        "_ = plt.fill_between(_fast_momentum_signal.index, 0, _fast_momentum_signal.values)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 633
        },
        "id": "Wr5gF4imlq0l",
        "outputId": "143359b8-a465-4cd7-f68f-78c188dba76d"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**8.可视化短周期动量信号,长周期动量信号和市场的累积收益, 计算策略指标**"
      ],
      "metadata": {
        "id": "9y9wlAB7hekf"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "month_data[\"fast_momentum_flag\"] = None\n",
        "month_data[\"fast_momentum_flag\"].iloc[1:] = month_data[\"fast_momentum_signal\"].iloc[:-1]\n",
        "\n",
        "month_data[\"slow_momentum_flag\"] = None\n",
        "month_data[\"slow_momentum_flag\"].iloc[1:] = month_data[\"slow_momentum_signal\"].iloc[:-1]\n",
        "\n",
        "month_data[\"month_return\"] = month_data.Close.rolling(2).apply(lambda x:(x[-1]-x[0])/x[0])\n",
        "month_data[\"slow_momentum_month_return\"] = month_data.slow_momentum_flag * month_data.month_return\n",
        "month_data[\"fast_momentum_month_return\"] = month_data.fast_momentum_flag * month_data.month_return\n",
        "\n",
        "\n",
        "month_data_2000_2020 = month_data.loc['2000-02-01':'2020-12-31']\n",
        "\n",
        "month_data_2000_2020[\"market_return\"] = np.cumprod(month_data_2000_2020.month_return.values + 1) *100\n",
        "month_data_2000_2020[\"slow_momentum_month_cumprod_return\"] = np.cumprod(month_data_2000_2020[\"slow_momentum_month_return\"].values + 1) * 100\n",
        "month_data_2000_2020[\"fast_momentum_month_cumprod_return\"] = np.cumprod(month_data_2000_2020[\"fast_momentum_month_return\"].values + 1) * 100\n",
        "\n",
        "\n",
        "_ = plt.figure(figsize=(20, 5))\n",
        "plt.xlabel('Time') \n",
        "plt.ylabel('Return')\n",
        "_ = plt.plot(month_data_2000_2020[\"market_return\"].index,month_data_2000_2020[\"market_return\"].values)\n",
        "_ = plt.plot(month_data_2000_2020[\"slow_momentum_month_cumprod_return\"].index,month_data_2000_2020[\"slow_momentum_month_cumprod_return\"].values)\n",
        "_ = plt.plot(month_data_2000_2020[\"fast_momentum_month_cumprod_return\"].index,month_data_2000_2020[\"fast_momentum_month_cumprod_return\"].values)\n",
        "_ = plt.legend(['market_return', 'slow_momentum_month_cumprod_return', 'fast_momentum_month_cumprod_return']) \n",
        "\n",
        "result = {}\n",
        "for i in [\"slow_momentum_month_cumprod_return\", \"fast_momentum_month_cumprod_return\", \"market_return\"]:\n",
        "    result[i] = []\n",
        "    for j in [\"avg_return\", \"volatility\", \"sharpe\", \"max_drawdown\", \"win_rate\"]:\n",
        "        exec( f\"r = qs.stats.{j}(month_data_2000_2020[i])\")\n",
        "        result[i].append(r)\n",
        "\n",
        "result = pd.DataFrame(result, index=[\"avg_return\", \"volatility\", \"sharpe\", \"max_drawdown\", \"win_rate\"])\n",
        "#result\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 342
        },
        "id": "B4dj9Rb7jpFE",
        "outputId": "9e7eeab8-f47d-413b-f35f-34692890fe95"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 第四部分：训练决策树模型自适应的切换长短动量策略"
      ],
      "metadata": {
        "id": "rwMOpVPV8MST"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**9.标注训练数据,如果下一段时间长周期信号获得更高收益,则标记为0,否则为1**"
      ],
      "metadata": {
        "id": "Zlj_afZ3h9_h"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "month_data[\"momentum_label\"] = 0\n",
        "month_data[\"momentum_label\"][month_data[\"fast_momentum_month_return\"] >= month_data[\"slow_momentum_month_return\"]] = 1\n",
        "# month_volatility下移一个时间单位，作为下一时间单位的输入\n",
        "month_data[\"month_volatility\"].iloc[1:] = month_data[\"month_volatility\"].iloc[:-1]\n",
        "\n",
        "month_data"
      ],
      "metadata": {
        "id": "uZc3pdKZBG9K"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**10.生成训练数据，使用决策树训练分类模型，训练目标为在当前市场波动情况下，在长周期和短周期动量信号的不一致的情况下，在下一个阶段采用的策略。**"
      ],
      "metadata": {
        "id": "SXj0_4sYiZ9F"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "tree_data = month_data[month_data.fast_momentum_flag != month_data.slow_momentum_signal]\n",
        "X_train = tree_data.loc['1971-01-01':'2005-12-31'][\"month_volatility\"].values.reshape(-1,1)\n",
        "y_train = tree_data.loc['1971-01-01':'2005-12-31'][\"momentum_label\"]\n",
        "\n",
        "X_test = month_data.loc['2006-01-01':'2020-12-31'][\"month_volatility\"].values.reshape(-1,1)\n",
        "y_test = month_data.loc['2006-01-01':'2020-12-31'][\"momentum_label\"]\n",
        "\n",
        "clf = tree.DecisionTreeClassifier()\n",
        "clf = clf.fit(X_train, y_train)\n",
        "y_predict = clf.predict(X_test) "
      ],
      "metadata": {
        "id": "0m0l0RWPGtuz"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**11.可视化对比预测值和真值**"
      ],
      "metadata": {
        "id": "T-mmfqLdjYCV"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "_ = plt.figure(figsize=(20, 5))\n",
        "plt.xlabel('Time') \n",
        "plt.ylabel('y')\n",
        "_ = plt.plot(y_test.index,y_predict)\n",
        "_ = plt.plot(y_test.index,y_test)\n",
        "_ = plt.legend(['y_predict', 'y_test']) "
      ],
      "metadata": {
        "id": "UFa1uEdvOPNo",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 342
        },
        "outputId": "09a55538-99da-4cc0-c128-fefb666a5b1b"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**11.可视化短周期动量信号,长周期动量信号和树模型策略的累积收益**"
      ],
      "metadata": {
        "id": "nb1DYwYrj9Rp"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "month_data[\"momentum_predict_label\"] = None\n",
        "month_data[\"momentum_predict_label\"].loc['2006-01-01':'2020-12-31']= y_predict * 2 -1\n",
        "\n",
        "month_data[\"tree_momentum_flag\"] = month_data.fast_momentum_flag\n",
        "month_data.tree_momentum_flag[(month_data.fast_momentum_signal * month_data.slow_momentum_signal + month_data.momentum_predict_label) == -2] *= -1\n",
        "month_data[\"tree_momentum_month_return\"] = month_data.tree_momentum_flag * month_data.month_return\n",
        "\n",
        "\n",
        "month_data_2006_2020 = month_data.loc['2006-02-01':'2020-12-31']\n",
        "month_data_2006_2020[\"tree_momentum_month_cumprob_return\"] = np.cumprod(month_data_2006_2020[\"tree_momentum_month_return\"].values + 1) *100\n",
        "month_data_2006_2020[\"slow_momentum_month_cumprod_return\"] = np.cumprod(month_data_2006_2020[\"slow_momentum_month_return\"].values + 1) * 100\n",
        "month_data_2006_2020[\"fast_momentum_month_cumprod_return\"] = np.cumprod(month_data_2006_2020[\"fast_momentum_month_return\"].values + 1) * 100\n",
        "\n",
        "_ = plt.figure(figsize=(20, 5))\n",
        "plt.xlabel('Time') \n",
        "plt.ylabel('Return')\n",
        "_ = plt.plot(month_data_2006_2020[\"tree_momentum_month_cumprob_return\"].index,month_data_2006_2020[\"tree_momentum_month_cumprob_return\"].values)\n",
        "_ = plt.plot(month_data_2006_2020[\"slow_momentum_month_cumprod_return\"].index,month_data_2006_2020[\"slow_momentum_month_cumprod_return\"].values)\n",
        "_ = plt.plot(month_data_2006_2020[\"fast_momentum_month_cumprod_return\"].index,month_data_2006_2020[\"fast_momentum_month_cumprod_return\"].values)\n",
        "_ = plt.legend(['tree_momentum_month_cumprob_return', 'slow_momentum_month_cumprod_return', 'fast_momentum_month_cumprod_return']) \n",
        "\n",
        "\n",
        "result = {}\n",
        "for i in [\"slow_momentum_month_cumprod_return\", \"fast_momentum_month_cumprod_return\", \"tree_momentum_month_cumprob_return\"]:\n",
        "    result[i] = []\n",
        "    for j in [\"avg_return\", \"volatility\", \"sharpe\", \"max_drawdown\", \"win_rate\"]:\n",
        "        exec( f\"r = qs.stats.{j}(month_data_2006_2020[i])\")\n",
        "        result[i].append(r)\n",
        "\n",
        "result = pd.DataFrame(result, index=[\"avg_return\", \"volatility\", \"sharpe\", \"max_drawdown\", \"win_rate\"])\n",
        "#result\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 342
        },
        "id": "J1YZ8SlaPuL5",
        "outputId": "deded785-b2d0-4c40-b44b-af33e3f05ec8"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}
